The Black Curtain by Cornell Woolrich (1941) — see its film and TV adaptations.
After a slight accident on a tawdry street, Frank Townsend goes home—only to discover he hasn't been there in years. Suffering from amnesia, accused of murder, and the object of deadly pursuit, he must overcome the crime that time has thrust upon him...
